{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "65c099f2-b89b-46dd-a91b-fae70a2a12bb",
   "metadata": {},
   "source": [
    "Chapter 17\n",
    "\n",
    "# 正交回归，二元\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "77c32b6b-0cfe-474a-abfb-1e2ad8ef3c91",
   "metadata": {},
   "outputs": [],
   "source": [
    "###patch start###\n",
    "from mpl_toolkits.mplot3d.axis3d import Axis\n",
    "\n",
    "def _get_coord_info_new(self, renderer):\n",
    "    mins, maxs, cs, deltas, tc, highs = self._get_coord_info_old(renderer)\n",
    "    correction = deltas * [0.25,\n",
    "                           0.25,\n",
    "                           0.25]\n",
    "    mins += correction\n",
    "    maxs -= correction\n",
    "    return mins, maxs, cs, deltas, tc, highs\n",
    "if not hasattr(Axis, \"_get_coord_info_old\"):\n",
    "    Axis._get_coord_info_old = Axis._get_coord_info  \n",
    "Axis._get_coord_info = _get_coord_info_new\n",
    "###patch end###"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7638b2a9-f849-4ed9-9bdc-9199eb50b203",
   "metadata": {},
   "outputs": [],
   "source": [
    "# bi-variate regression\n",
    "\n",
    "# initializations and download results \n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import scipy.stats as stats\n",
    "import yfinance as yf\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9d6fd126-2bf0-4e4b-a8c6-fce084b9d9d0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b6ba47ce-3cf6-4a03-a881-5f80ef1aeb55",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%%**********************]  3 of 3 completed\n"
     ]
    }
   ],
   "source": [
    "X_y_df = yf.download(['AAPL','MCD','^GSPC'], start='2020-01-01', end='2020-12-31')\n",
    "X_y_df.to_pickle('X_y_df.pkl')\n",
    "X_y_df = X_y_df['Adj Close'].pct_change()\n",
    "X_y_df.dropna(inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1e4f2245-dd7a-4c6a-b5a5-b28b149a5536",
   "metadata": {},
   "outputs": [],
   "source": [
    "X_y_df.rename(columns={\"^GSPC\": \"SP500\"},inplace = True)\n",
    "X_df = X_y_df[['AAPL','MCD']]\n",
    "y_df = X_y_df[['SP500']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6833b97a-e540-4885-b06a-5e0434a1f088",
   "metadata": {},
   "outputs": [],
   "source": [
    "#%% USE ODR in scipy\n",
    "\n",
    "from scipy.odr import *\n",
    "\n",
    "# Define a function to fit data\n",
    "def linear_func(b, x):\n",
    "   # b0, b1, b2 = b\n",
    "   # x1, x2 = x\n",
    "   # return b2*x2 + b1*x1 + b0\n",
    "   b0 = b[0]\n",
    "   b_ = b[1:]\n",
    "   return b_.T@x + b0 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9f3a4928-6dca-4606-a452-6f107d67798c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Beta: [-0.00062853  0.40867739  0.44286504]\n",
      "Beta Std Error: [0.00057591 0.02462087 0.02874299]\n",
      "Beta Covariance: [[ 5.48851338e-03 -2.33352037e-02  1.11519483e-02]\n",
      " [-2.33352037e-02  1.00312421e+01 -7.11129805e+00]\n",
      " [ 1.11519483e-02 -7.11129805e+00  1.36713688e+01]]\n",
      "Residual Variance: 6.042991618082393e-05\n",
      "Inverse Condition #: 0.16886232517779134\n",
      "Reason(s) for Halting:\n",
      "  Sum of squares convergence\n"
     ]
    }
   ],
   "source": [
    "# Create a model for fitting\n",
    "linear_model = Model(linear_func)\n",
    "\n",
    "# Create a RealData object using our initiated data\n",
    "data = RealData(X_df.T, y_df.T)\n",
    "\n",
    "# Set up ODR with the model and data\n",
    "odr = ODR(data, linear_model, beta0=[0., 1., 1])\n",
    "\n",
    "# Run the regression\n",
    "out = odr.run()\n",
    "\n",
    "# Use pprint method to display results\n",
    "out.pprint()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f1993e15-2c22-4f97-9c19-01dd0bf34981",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.40865405083831985\n",
      "0.4428944423422973\n"
     ]
    }
   ],
   "source": [
    "#%% TLS, matrix computation\n",
    "\n",
    "SIMGA = X_y_df.cov()\n",
    "\n",
    "Lambda, V = np.linalg.eig(SIMGA)\n",
    "\n",
    "idx = Lambda.argsort()[::-1]   \n",
    "Lambda = Lambda[idx]\n",
    "V = V[:,idx]\n",
    "\n",
    "lambda_min = np.min(Lambda)\n",
    "\n",
    "b1_TLS_ = -V[0,2]/V[2,2]\n",
    "b2_TLS_ = -V[1,2]/V[2,2]\n",
    "\n",
    "print(b1_TLS_)\n",
    "print(b2_TLS_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "4409852e-315f-48e3-94fc-637221bb83bc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-0.00062848]\n"
     ]
    }
   ],
   "source": [
    "b0_TLS_ = y_df.mean().values - [b1_TLS_, b2_TLS_]@X_df.mean().values\n",
    "print(b0_TLS_)\n",
    "\n",
    "b0_TLS = out.beta[0]\n",
    "b1_TLS = out.beta[1]\n",
    "b2_TLS = out.beta[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cece6a27-e96e-49ef-aea8-a25f6d83035f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:                  SP500   R-squared:                       0.830\n",
      "Model:                            OLS   Adj. R-squared:                  0.829\n",
      "Method:                 Least Squares   F-statistic:                     605.4\n",
      "Date:                Sat, 30 Dec 2023   Prob (F-statistic):           3.79e-96\n",
      "Time:                        14:05:17   Log-Likelihood:                 827.38\n",
      "No. Observations:                 251   AIC:                            -1649.\n",
      "Df Residuals:                     248   BIC:                            -1638.\n",
      "Df Model:                           2                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const         -0.0006      0.001     -1.012      0.313      -0.002       0.001\n",
      "AAPL           0.3984      0.024     16.302      0.000       0.350       0.446\n",
      "MCD            0.4088      0.028     14.365      0.000       0.353       0.465\n",
      "==============================================================================\n",
      "Omnibus:                       37.594   Durbin-Watson:                   1.992\n",
      "Prob(Omnibus):                  0.000   Jarque-Bera (JB):              155.557\n",
      "Skew:                           0.495   Prob(JB):                     1.66e-34\n",
      "Kurtosis:                       6.728   Cond. No.                         59.4\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n"
     ]
    }
   ],
   "source": [
    "#%% OLS Regression\n",
    "\n",
    "# add a column of ones\n",
    "X_df = sm.add_constant(X_df)\n",
    "\n",
    "model = sm.OLS(y_df, X_df)\n",
    "results = model.fit()\n",
    "print(results.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4f6274cf-54c2-4e16-a496-792d07d0bea2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "const   -0.000579\n",
      "AAPL     0.398361\n",
      "MCD      0.408765\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "p = model.fit().params\n",
    "print(p)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "56266d05-ff15-4c18-95c6-57b8a44ef018",
   "metadata": {},
   "outputs": [],
   "source": [
    "# generate x-values for your regression line (two is sufficient)\n",
    "xx1,xx2 = np.meshgrid(np.linspace(-0.15,0.15,20), np.linspace(-0.15,0.15,20))\n",
    "\n",
    "yy_OLS = p.AAPL*xx1 + p.MCD*xx2 + p.const\n",
    "yy_TLS = b1_TLS*xx1 + b2_TLS*xx2 + b0_TLS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b54574e4-922f-4340-8dcf-2a3440dc48c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(projection='3d')\n",
    "\n",
    "ax.scatter(X_df[\"AAPL\"], X_df[\"MCD\"], y_df,\n",
    "           s = 8, alpha = 0.5)\n",
    "\n",
    "ax.plot_wireframe(xx1, xx2, yy_OLS, color = 'r', label = 'OLS')\n",
    "ax.plot_wireframe(xx1, xx2, yy_TLS, color = 'b', label = 'TLS')\n",
    "\n",
    "ax.set_xlim([-0.15,0.15])\n",
    "ax.set_ylim([-0.15,0.15])\n",
    "ax.set_zlim([-0.15,0.15])\n",
    "ax.set_xlabel('AAPL')\n",
    "ax.set_ylabel('MCD')\n",
    "ax.set_zlabel('SP500')\n",
    "ax.set_proj_type('ortho')\n",
    "plt.legend(loc='lower right')\n",
    "\n",
    "plt.savefig('比较回归结果.svg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
